{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from SLBPPG import PPGFilter\n",
    "from SLBPPG import StressIndex"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reading data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv('./test_data.csv')\n",
    "\n",
    "ppg_fr = 256\n",
    "sec_with = 0\n",
    "num_sec = 60\n",
    "\n",
    "ppg = data[\"afe_LED1ABSVAL\"][sec_with * ppg_fr: (sec_with + num_sec) * ppg_fr]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 4))\n",
    "plt.plot(ppg)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Creating the filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "ppg_filter = PPGFilter()\n",
    "filt_ppg, _ = ppg_filter.filter(ppg=ppg, ppg_fr=256)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 2))\n",
    "plt.plot(filt_ppg)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Creating an object for predicting stress levels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.28983115, 1.04857182, 1.22111124, 2.2485129 ])"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path_to_model = '../scr/catboost_model.cbm'\n",
    "model = StressIndex(path_to_model)\n",
    "model.predict(filt_ppg, 256)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The output is an array where each value is a stress index for one window."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "testPPG",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
